{"id":"W3037995573","doi":"10.1002/ppul.24923","title":"Healthcare utilization and costs of pediatric home mechanical ventilation in Canada","year":2020,"lang":"en","type":"article","venue":"Pediatric Pulmonology","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Hospital; Agricultural Research Institute of Ontario; Sunnybrook Health Science Centre; Canadian Institute for Health Information; Health Sciences Centre; Ottawa Hospital; SickKids Foundation; University of Toronto; University of Ottawa; St. John's Rehab Hospital; Ontario Tech University; Hospital for Sick Children","funders":"Canadian Institutes of Health Research; Canadian Lung Association","keywords":"Medicine; Interquartile range; Health care; Ambulatory; Confidence interval; Observational study; Demography; Emergency medicine; Surgery","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001010201,0.0001004512,0.0003060274,0.0001572962,0.00001822415,0.000002121415,0.00005413864,0.0001215419,0.00004704531],"category_scores_gemma":[0.0001077156,0.0001017941,0.00002411153,0.0004682564,0.000008622906,0.00004503035,0.00003947813,0.0001653352,0.000003708157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001483742,"about_ca_system_score_gemma":0.001103882,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04745775,"about_ca_topic_score_gemma":0.06707518,"domain_scores_codex":[0.9989445,0.00005245398,0.0003804734,0.0002456516,0.0001638914,0.0002130546],"domain_scores_gemma":[0.9994555,0.00004234924,0.0001375752,0.0001060786,0.00006461421,0.0001939209],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002006838,0.00003393822,0.9872841,0.0002095173,0.000005586397,0.0001007931,0.00007253509,0.000002966173,0.0003773166,0.0006311702,0.0003318792,0.01074953],"study_design_scores_gemma":[0.00305667,0.001285493,0.987859,0.00001223448,0.0002783562,0.00006018188,0.0004266003,0.002686719,0.00155584,0.0004407217,0.002009739,0.0003284581],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949933,0.002228328,0.0003897465,0.001822766,0.0002125784,0.0002867676,0.00001149662,0.00001817274,0.00003684132],"genre_scores_gemma":[0.997307,0.001445926,0.0001758736,0.0006899367,0.0003174357,0.00001018842,0.00003567842,0.00001251109,0.000005436835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01961743,"threshold_uncertainty_score":0.9588853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04297976710182446,"score_gpt":0.2740055488728934,"score_spread":0.2310257817710689,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}